---
title: 'LlamaIndex'
description: 'AgentOps works seamlessly with LlamaIndex, a framework for building context-augmented generative AI applications with LLMs.'
---

import CodeTooltip from '/snippets/add-code-tooltip.mdx'
import EnvTooltip from '/snippets/add-env-tooltip.mdx'

[LlamaIndex](https://www.llamaindex.ai/) is a framework for building context-augmented generative AI applications with LLMs. AgentOps provides observability into your LlamaIndex applications through automatic instrumentation.

<Steps>
	<Step title="Install the AgentOps SDK">
		<CodeGroup>
			```bash pip 
			pip install agentops
			```
			```bash poetry
			poetry add agentops
			```
		</CodeGroup>
	</Step>
	<Step title="Install LlamaIndex AgentOps Instrumentation">
		<CodeGroup>
			```bash pip 
			pip install llama-index-instrumentation-agentops
			```
			```bash poetry
			poetry add llama-index-instrumentation-agentops
			```
		</CodeGroup>
	</Step>
	<Step title="Add 2 lines of code">
		<CodeTooltip/>
			<CodeGroup>
				```python python
				from llama_index.core import set_global_handler

				# NOTE: Feel free to set your AgentOps environment variables (e.g., 'AGENTOPS_API_KEY')
				# as outlined in the AgentOps documentation, or pass the equivalent keyword arguments
				# anticipated by AgentOps' AOClient as **eval_params in set_global_handler.

				set_global_handler("agentops")
				```
			</CodeGroup>
		<EnvTooltip />
      <CodeGroup>
        ```python .env
        AGENTOPS_API_KEY=<YOUR API KEY>
        ```
      </CodeGroup>
      Read more about environment variables in [Advanced Configuration](/v1/usage/advanced-configuration)
	</Step>
	<Step title="Run your LlamaIndex application">
		Execute your program and visit [app.agentops.ai/drilldown](https://app.agentops.ai/drilldown) to observe your LlamaIndex application! 🕵️
		<Tip>
			After your run, AgentOps prints a clickable url to console linking directly to your session in the Dashboard
		</Tip> 
		<div/>{/* Intentionally blank div for newline */}
		<Frame type="glass" caption="Clickable link to session">
			<img height="200" src="https://github.com/AgentOps-AI/agentops/blob/main/docs/images/link-to-session.gif?raw=true" />
		</Frame>
	</Step>
</Steps>

## Usage Pattern

Here's a simple example of how to use AgentOps with LlamaIndex:

```python
from llama_index.core import set_global_handler
import llama_index.core

# Set the global handler to AgentOps
set_global_handler("agentops")

# Your LlamaIndex application code here
# AgentOps will automatically track LLM calls and other operations
```

## Additional Resources

For more detailed information about LlamaIndex's observability features and AgentOps integration, check out the [LlamaIndex documentation](https://docs.llamaindex.ai/en/stable/module_guides/observability/#agentops).

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